{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['test.csv', 'train.csv']\n"
     ]
    }
   ],
   "source": [
    "print(os.listdir('HousePriceData'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('HousePriceData/train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1460 entries, 0 to 1459\n",
      "Data columns (total 81 columns):\n",
      "Id               1460 non-null int64\n",
      "MSSubClass       1460 non-null int64\n",
      "MSZoning         1460 non-null object\n",
      "LotFrontage      1201 non-null float64\n",
      "LotArea          1460 non-null int64\n",
      "Street           1460 non-null object\n",
      "Alley            91 non-null object\n",
      "LotShape         1460 non-null object\n",
      "LandContour      1460 non-null object\n",
      "Utilities        1460 non-null object\n",
      "LotConfig        1460 non-null object\n",
      "LandSlope        1460 non-null object\n",
      "Neighborhood     1460 non-null object\n",
      "Condition1       1460 non-null object\n",
      "Condition2       1460 non-null object\n",
      "BldgType         1460 non-null object\n",
      "HouseStyle       1460 non-null object\n",
      "OverallQual      1460 non-null int64\n",
      "OverallCond      1460 non-null int64\n",
      "YearBuilt        1460 non-null int64\n",
      "YearRemodAdd     1460 non-null int64\n",
      "RoofStyle        1460 non-null object\n",
      "RoofMatl         1460 non-null object\n",
      "Exterior1st      1460 non-null object\n",
      "Exterior2nd      1460 non-null object\n",
      "MasVnrType       1452 non-null object\n",
      "MasVnrArea       1452 non-null float64\n",
      "ExterQual        1460 non-null object\n",
      "ExterCond        1460 non-null object\n",
      "Foundation       1460 non-null object\n",
      "BsmtQual         1423 non-null object\n",
      "BsmtCond         1423 non-null object\n",
      "BsmtExposure     1422 non-null object\n",
      "BsmtFinType1     1423 non-null object\n",
      "BsmtFinSF1       1460 non-null int64\n",
      "BsmtFinType2     1422 non-null object\n",
      "BsmtFinSF2       1460 non-null int64\n",
      "BsmtUnfSF        1460 non-null int64\n",
      "TotalBsmtSF      1460 non-null int64\n",
      "Heating          1460 non-null object\n",
      "HeatingQC        1460 non-null object\n",
      "CentralAir       1460 non-null object\n",
      "Electrical       1459 non-null object\n",
      "1stFlrSF         1460 non-null int64\n",
      "2ndFlrSF         1460 non-null int64\n",
      "LowQualFinSF     1460 non-null int64\n",
      "GrLivArea        1460 non-null int64\n",
      "BsmtFullBath     1460 non-null int64\n",
      "BsmtHalfBath     1460 non-null int64\n",
      "FullBath         1460 non-null int64\n",
      "HalfBath         1460 non-null int64\n",
      "BedroomAbvGr     1460 non-null int64\n",
      "KitchenAbvGr     1460 non-null int64\n",
      "KitchenQual      1460 non-null object\n",
      "TotRmsAbvGrd     1460 non-null int64\n",
      "Functional       1460 non-null object\n",
      "Fireplaces       1460 non-null int64\n",
      "FireplaceQu      770 non-null object\n",
      "GarageType       1379 non-null object\n",
      "GarageYrBlt      1379 non-null float64\n",
      "GarageFinish     1379 non-null object\n",
      "GarageCars       1460 non-null int64\n",
      "GarageArea       1460 non-null int64\n",
      "GarageQual       1379 non-null object\n",
      "GarageCond       1379 non-null object\n",
      "PavedDrive       1460 non-null object\n",
      "WoodDeckSF       1460 non-null int64\n",
      "OpenPorchSF      1460 non-null int64\n",
      "EnclosedPorch    1460 non-null int64\n",
      "3SsnPorch        1460 non-null int64\n",
      "ScreenPorch      1460 non-null int64\n",
      "PoolArea         1460 non-null int64\n",
      "PoolQC           7 non-null object\n",
      "Fence            281 non-null object\n",
      "MiscFeature      54 non-null object\n",
      "MiscVal          1460 non-null int64\n",
      "MoSold           1460 non-null int64\n",
      "YrSold           1460 non-null int64\n",
      "SaleType         1460 non-null object\n",
      "SaleCondition    1460 non-null object\n",
      "SalePrice        1460 non-null int64\n",
      "dtypes: float64(3), int64(35), object(43)\n",
      "memory usage: 924.0+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count      1460.000000\n",
       "mean     180921.195890\n",
       "std       79442.502883\n",
       "min       34900.000000\n",
       "25%      129975.000000\n",
       "50%      163000.000000\n",
       "75%      214000.000000\n",
       "max      755000.000000\n",
       "Name: SalePrice, dtype: float64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train['SalePrice'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f92a23a0250>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f92a238cd10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(train['SalePrice'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "corr = train.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f92945921d0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f92969e9250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "f, ax = plt.subplots(figsize=(10, 9))\n",
    "sns.heatmap(corr,vmax=0.8,vmin=-0.8,square=True,cmap=\"RdYlBu_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f929418b3d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f929430c250>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import preprocessing\n",
    "f_names = ['MSZoning', 'Street', 'LotShape', 'LandContour', 'Utilities',\n",
    "       'LotConfig', 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2',\n",
    "       'BldgType', 'HouseStyle', 'RoofStyle', 'RoofMatl', 'Exterior1st',\n",
    "       'Exterior2nd', 'MasVnrType', 'ExterQual', 'ExterCond', 'Foundation',\n",
    "       'BsmtQual', 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinType2',\n",
    "       'Heating', 'HeatingQC', 'CentralAir', 'Electrical', 'KitchenQual',\n",
    "       'Functional', 'FireplaceQu', 'GarageType', 'GarageFinish', 'GarageQual',\n",
    "       'GarageCond', 'PavedDrive', 'Fence', 'SaleType', 'SaleCondition']\n",
    "\n",
    "for x in f_names:\n",
    "    train[x].fillna('None',inplace=True)\n",
    "    label = preprocessing.LabelEncoder()\n",
    "    train[x] = label.fit_transform(train[x])\n",
    "corrmat1 = train.corr()\n",
    "f, ax = plt.subplots(figsize=(20, 20))\n",
    "sns.heatmap(corrmat1, vmax=0.8,vmin=0.2,center=0.5, square=True,cmap=\"RdYlBu_r\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ffa48263c90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "k = 11  # 关系矩阵中将显示10个特征\n",
    "cols = corrmat.nlargest(k, 'SalePrice')['SalePrice'].index\n",
    "cm = np.corrcoef(train[cols].values.T)\n",
    "sns.set(font_scale=1.25)\n",
    "f, ax = plt.subplots(figsize=(10, 9))\n",
    "hm = sns.heatmap(cm, cbar=True, annot=True,\n",
    "                 square=True, fmt='.2f', annot_kws={'size': 10}, yticklabels=cols.values, xticklabels=cols.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
